| // Licensed to the Apache Software Foundation (ASF) under one | |
| // or more contributor license agreements. See the NOTICE file | |
| // distributed with this work for additional information | |
| // regarding copyright ownership. The ASF licenses this file | |
| // to you under the Apache License, Version 2.0 (the | |
| // "License"); you may not use this file except in compliance | |
| // with the License. You may obtain a copy of the License at | |
| // | |
| // http://www.apache.org/licenses/LICENSE-2.0 | |
| // | |
| // Unless required by applicable law or agreed to in writing, | |
| // software distributed under the License is distributed on an | |
| // "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | |
| // KIND, either express or implied. See the License for the | |
| // specific language governing permissions and limitations | |
| // under the License. | |
| use arrow::array::{ArrayRef, PrimitiveArray, PrimitiveBuilder, UInt32Array}; | |
| use arrow::datatypes::DecimalType; | |
| use rand::Rng; | |
| use rand::rngs::StdRng; | |
| use super::random_data::RandomNativeData; | |
| /// Randomly generate decimal arrays | |
| pub struct DecimalArrayGenerator { | |
| /// The precision of the decimal type | |
| pub precision: u8, | |
| /// The scale of the decimal type | |
| pub scale: i8, | |
| /// The total number of decimals in the output | |
| pub num_decimals: usize, | |
| /// The number of distinct decimals in the columns | |
| pub num_distinct_decimals: usize, | |
| /// The percentage of nulls in the columns | |
| pub null_pct: f64, | |
| /// Random number generator | |
| pub rng: StdRng, | |
| } | |
| impl DecimalArrayGenerator { | |
| /// Create a Decimal128Array / Decimal256Array with random values. | |
| pub fn gen_data<D>(&mut self) -> ArrayRef | |
| where | |
| D: DecimalType + RandomNativeData, | |
| { | |
| // table of decimals from which to draw | |
| let distinct_decimals: PrimitiveArray<D> = { | |
| let mut decimal_builder = | |
| PrimitiveBuilder::<D>::with_capacity(self.num_distinct_decimals); | |
| for _ in 0..self.num_distinct_decimals { | |
| decimal_builder | |
| .append_option(Some(D::generate_random_native_data(&mut self.rng))); | |
| } | |
| decimal_builder | |
| .finish() | |
| .with_precision_and_scale(self.precision, self.scale) | |
| .unwrap() | |
| }; | |
| // pick num_decimals randomly from the distinct decimal table | |
| let indices: UInt32Array = (0..self.num_decimals) | |
| .map(|_| { | |
| if self.rng.random::<f64>() < self.null_pct { | |
| None | |
| } else if self.num_distinct_decimals > 1 { | |
| let range = 1..(self.num_distinct_decimals as u32); | |
| Some(self.rng.random_range(range)) | |
| } else { | |
| Some(0) | |
| } | |
| }) | |
| .collect(); | |
| let options = None; | |
| arrow::compute::take(&distinct_decimals, &indices, options).unwrap() | |
| } | |
| } |